{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a38f46a0",
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
    "execution": {
     "iopub.execute_input": "2022-04-21T09:13:49.256050Z",
     "iopub.status.busy": "2022-04-21T09:13:49.255086Z",
     "iopub.status.idle": "2022-04-21T09:13:53.683179Z",
     "shell.execute_reply": "2022-04-21T09:13:53.682422Z",
     "shell.execute_reply.started": "2022-04-21T07:06:19.118912Z"
    },
    "papermill": {
     "duration": 4.454542,
     "end_time": "2022-04-21T09:13:53.683334",
     "exception": false,
     "start_time": "2022-04-21T09:13:49.228792",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type='text/css'>\n",
       ".datatable table.frame { margin-bottom: 0; }\n",
       ".datatable table.frame thead { border-bottom: none; }\n",
       ".datatable table.frame tr.coltypes td {  color: #FFFFFF;  line-height: 6px;  padding: 0 0.5em;}\n",
       ".datatable .bool    { background: #DDDD99; }\n",
       ".datatable .object  { background: #565656; }\n",
       ".datatable .int     { background: #5D9E5D; }\n",
       ".datatable .float   { background: #4040CC; }\n",
       ".datatable .str     { background: #CC4040; }\n",
       ".datatable .time    { background: #40CC40; }\n",
       ".datatable .row_index {  background: var(--jp-border-color3);  border-right: 1px solid var(--jp-border-color0);  color: var(--jp-ui-font-color3);  font-size: 9px;}\n",
       ".datatable .frame tbody td { text-align: left; }\n",
       ".datatable .frame tr.coltypes .row_index {  background: var(--jp-border-color0);}\n",
       ".datatable th:nth-child(2) { padding-left: 12px; }\n",
       ".datatable .hellipsis {  color: var(--jp-cell-editor-border-color);}\n",
       ".datatable .vellipsis {  background: var(--jp-layout-color0);  color: var(--jp-cell-editor-border-color);}\n",
       ".datatable .na {  color: var(--jp-cell-editor-border-color);  font-size: 80%;}\n",
       ".datatable .sp {  opacity: 0.25;}\n",
       ".datatable .footer { font-size: 9px; }\n",
       ".datatable .frame_dimensions {  background: var(--jp-border-color3);  border-top: 1px solid var(--jp-border-color0);  color: var(--jp-ui-font-color3);  display: inline-block;  opacity: 0.6;  padding: 1px 10px 1px 5px;}\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.metrics import f1_score\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.model_selection import train_test_split, TimeSeriesSplit\n",
    "\n",
    "from hyperopt import hp\n",
    "from hyperopt import Trials\n",
    "\n",
    "from lightgbm import LGBMClassifier, early_stopping\n",
    "\n",
    "from shap import TreeExplainer\n",
    "from shaphypetune import BoostSearch\n",
    "\n",
    "import warnings\n",
    "warnings.simplefilter('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4d2e7e3e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-21T09:13:53.734179Z",
     "iopub.status.busy": "2022-04-21T09:13:53.733207Z",
     "iopub.status.idle": "2022-04-21T09:13:53.762953Z",
     "shell.execute_reply": "2022-04-21T09:13:53.764025Z",
     "shell.execute_reply.started": "2022-04-21T07:06:23.826199Z"
    },
    "papermill": {
     "duration": 0.060758,
     "end_time": "2022-04-21T09:13:53.764316",
     "exception": false,
     "start_time": "2022-04-21T09:13:53.703558",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((12000, 20), (12000,))"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### CREATE SYNTHETIC DATA ### \n",
    "\n",
    "n_feat = 20\n",
    "n_informative_feat = 8\n",
    "n_redundant_feat = 5\n",
    "\n",
    "assert n_feat > 0\n",
    "assert n_informative_feat > 0\n",
    "assert n_redundant_feat > 0\n",
    "assert n_feat > (n_informative_feat + n_redundant_feat + 1)\n",
    "\n",
    "X, y = make_classification(n_samples=12_000, n_features=n_feat, \n",
    "                           n_informative=n_informative_feat, n_redundant=n_redundant_feat,\n",
    "                           n_classes=2, weights=[0.7, 0.3], class_sep=0.5, \n",
    "                           random_state=33, shuffle=False)\n",
    "\n",
    "informartive_feat = range(0, n_informative_feat)\n",
    "redundant_feat = range(informartive_feat[-1]+1, informartive_feat[-1] + n_redundant_feat)\n",
    "noise_feat = range(redundant_feat[-1]+1, n_feat)\n",
    "\n",
    "X = pd.DataFrame(\n",
    "    X, columns= \\\n",
    "    [f\"feat_{c}_info\" for c in informartive_feat] + \\\n",
    "    [f\"feat_{c}_combi\" for c in redundant_feat] + \\\n",
    "    [f\"feat_{c}_noise\" for c in noise_feat] \n",
    ")\n",
    "\n",
    "X.shape, y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "79409e78",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-21T09:13:53.847659Z",
     "iopub.status.busy": "2022-04-21T09:13:53.846546Z",
     "iopub.status.idle": "2022-04-21T09:14:00.271544Z",
     "shell.execute_reply": "2022-04-21T09:14:00.272073Z",
     "shell.execute_reply.started": "2022-04-21T07:06:23.867952Z"
    },
    "papermill": {
     "duration": 6.470121,
     "end_time": "2022-04-21T09:14:00.272249",
     "exception": false,
     "start_time": "2022-04-21T09:13:53.802128",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Density'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT FEATURE DISTRIBUTIONS ###\n",
    "\n",
    "X.plot.density(figsize=(10,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cdc2abe1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-21T09:14:00.327977Z",
     "iopub.status.busy": "2022-04-21T09:14:00.321264Z",
     "iopub.status.idle": "2022-04-21T09:14:00.331237Z",
     "shell.execute_reply": "2022-04-21T09:14:00.331828Z",
     "shell.execute_reply.started": "2022-04-21T07:06:30.343579Z"
    },
    "papermill": {
     "duration": 0.036843,
     "end_time": "2022-04-21T09:14:00.332019",
     "exception": false,
     "start_time": "2022-04-21T09:14:00.295176",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### INITIALIZE PARAMETERS ###\n",
    "\n",
    "param_dist_hyperopt = {\n",
    "    'class_weight': hp.choice('class_weight', [None, 'balanced']),\n",
    "    'subsample': hp.uniform('gdbt_subsample', 0.5, 1),\n",
    "    'num_leaves': 5 + hp.randint('num_leaves', 60),\n",
    "    'learning_rate': hp.loguniform('learning_rate', np.log(0.001), np.log(0.3)),\n",
    "    'reg_alpha': hp.uniform('reg_alpha', 0.0, 1.0),\n",
    "    'reg_lambda': hp.uniform('reg_lambda', 0.0, 1.0),\n",
    "    'feature_fraction': hp.uniform('feature_fraction', 0.6, 1.0)\n",
    "}\n",
    "\n",
    "def F1(y_true, y_hat):\n",
    "    return 'f1', f1_score(y_true, np.round(y_hat)), True\n",
    "\n",
    "q_drifts = [0.05, 0.1, 0.15, 0.2, 0.25, 0.3]\n",
    "CV = TimeSeriesSplit(n_splits=5, test_size=800)\n",
    "lgbm = LGBMClassifier(n_estimators=200, random_state=33, n_jobs=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c002196b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-21T09:14:00.381507Z",
     "iopub.status.busy": "2022-04-21T09:14:00.380297Z",
     "iopub.status.idle": "2022-04-21T09:14:00.390999Z",
     "shell.execute_reply": "2022-04-21T09:14:00.391596Z",
     "shell.execute_reply.started": "2022-04-21T07:06:30.355037Z"
    },
    "papermill": {
     "duration": 0.036928,
     "end_time": "2022-04-21T09:14:00.391773",
     "exception": false,
     "start_time": "2022-04-21T09:14:00.354845",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### DEFINE KOLMOGOROV-SMIRNOV DRIFT DETECTION FUNCTION ###\n",
    "\n",
    "def ks_drift_detection(X1,X2, n_splits=5, random_state=33):\n",
    "    \n",
    "    import numpy as np\n",
    "    import pandas as pd\n",
    "    from scipy.stats import ks_2samp\n",
    "    from sklearn.linear_model import LogisticRegression\n",
    "    from sklearn.model_selection import StratifiedKFold\n",
    "    \n",
    "    assert isinstance(X1,pd.DataFrame)\n",
    "    assert isinstance(X2,pd.DataFrame)\n",
    "    \n",
    "    CV = StratifiedKFold(n_splits, shuffle=True, random_state=random_state)\n",
    "    y = np.r_[np.ones((X1.shape[0],)),np.zeros((X2.shape[0],))]\n",
    "    pred = np.zeros_like(y)\n",
    "    X = pd.concat([X1, X2], ignore_index=True, axis=0)\n",
    "    \n",
    "    for i,(id_train,id_test) in enumerate(CV.split(X,y)):\n",
    "        \n",
    "        model = LogisticRegression(random_state=random_state)\n",
    "        model.fit(X.iloc[id_train], y[id_train])\n",
    "        \n",
    "        pred[id_test] = model.predict_proba(X.iloc[id_test])[:,1] \n",
    "\n",
    "    ks = ks_2samp(pred[(y == 0)], pred[(y == 1)])\n",
    "    \n",
    "    return round(ks.statistic, 4), round(ks.pvalue, 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "55c4827b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-21T09:14:00.448579Z",
     "iopub.status.busy": "2022-04-21T09:14:00.447422Z",
     "iopub.status.idle": "2022-04-21T09:20:53.411050Z",
     "shell.execute_reply": "2022-04-21T09:20:53.412022Z",
     "shell.execute_reply.started": "2022-04-21T07:06:30.368479Z"
    },
    "papermill": {
     "duration": 412.996983,
     "end_time": "2022-04-21T09:20:53.412366",
     "exception": false,
     "start_time": "2022-04-21T09:14:00.415383",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### SIMULATE DRIFTS ON RAW DATA DISTRIBUTIONS ###\n",
    "\n",
    "scores = {}\n",
    "\n",
    "for i,(id_train,id_test) in enumerate(CV.split(X)):\n",
    "    for f in X.columns:\n",
    "        drift_scores = {}\n",
    "        for q in q_drifts:\n",
    "            cond = X.iloc[id_test][f] < X.iloc[id_test][f].quantile(q)\n",
    "            drift_scores[q] = ks_drift_detection(\n",
    "                X.iloc[id_train], X.iloc[id_test][cond]\n",
    "            )[0]\n",
    "            cond = X.iloc[id_test][f] > X.iloc[id_test][f].quantile(1-q)\n",
    "            drift_scores[1-q] = ks_drift_detection(\n",
    "                X.iloc[id_train], X.iloc[id_test][cond]\n",
    "            )[0]\n",
    "        scores[(f\"split_{i+1}\",f)] = drift_scores\n",
    "    \n",
    "scores = pd.DataFrame(scores).T.groupby(level=1).mean().T[X.columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9c7dfcde",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-21T09:20:53.527609Z",
     "iopub.status.busy": "2022-04-21T09:20:53.512599Z",
     "iopub.status.idle": "2022-04-21T09:20:53.989801Z",
     "shell.execute_reply": "2022-04-21T09:20:53.990272Z",
     "shell.execute_reply.started": "2022-04-21T07:17:01.096961Z"
    },
    "papermill": {
     "duration": 0.530313,
     "end_time": "2022-04-21T09:20:53.990475",
     "exception": false,
     "start_time": "2022-04-21T09:20:53.460162",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'KS statistic')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT TEST DRIFT RESULTS ###\n",
    "\n",
    "scores.plot.box(\n",
    "    rot=90, figsize=(11,6), \n",
    "    medianprops=dict(linestyle='-', linewidth=1.8, c='lime'), \n",
    "    patch_artist=True\n",
    ")\n",
    "plt.ylim([-0.05,1.05]); plt.ylabel('KS statistic')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8472dd15",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-21T09:20:54.059517Z",
     "iopub.status.busy": "2022-04-21T09:20:54.058779Z",
     "iopub.status.idle": "2022-04-21T09:31:04.211068Z",
     "shell.execute_reply": "2022-04-21T09:31:04.211787Z",
     "shell.execute_reply.started": "2022-04-21T07:17:22.852627Z"
    },
    "papermill": {
     "duration": 610.197099,
     "end_time": "2022-04-21T09:31:04.211991",
     "exception": false,
     "start_time": "2022-04-21T09:20:54.014892",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "######################\n",
      "####### FOLD 1 #######\n",
      "######################\n",
      "\n",
      "30 trials detected for ('class_weight', 'subsample', 'num_leaves', 'learning_rate', 'reg_alpha', 'reg_lambda', 'feature_fraction')\n",
      "\n",
      "trial: 0001 ### iterations: 00001 ### eval_score: 0.0\n",
      "trial: 0002 ### iterations: 00001 ### eval_score: 0.0\n",
      "trial: 0003 ### iterations: 00042 ### eval_score: 0.88917\n",
      "trial: 0004 ### iterations: 00042 ### eval_score: 0.88917\n",
      "trial: 0005 ### iterations: 00042 ### eval_score: 0.88917\n",
      "trial: 0006 ### iterations: 00042 ### eval_score: 0.88917\n",
      "trial: 0007 ### iterations: 00042 ### eval_score: 0.88917\n",
      "trial: 0008 ### iterations: 00024 ### eval_score: 0.90095\n",
      "trial: 0009 ### iterations: 00024 ### eval_score: 0.90095\n",
      "trial: 0010 ### iterations: 00024 ### eval_score: 0.90095\n",
      "trial: 0011 ### iterations: 00024 ### eval_score: 0.90095\n",
      "trial: 0012 ### iterations: 00024 ### eval_score: 0.90095\n",
      "trial: 0013 ### iterations: 00024 ### eval_score: 0.90095\n",
      "trial: 0014 ### iterations: 00024 ### eval_score: 0.90095\n",
      "trial: 0015 ### iterations: 00024 ### eval_score: 0.90095\n",
      "trial: 0016 ### iterations: 00024 ### eval_score: 0.90095\n",
      "trial: 0017 ### iterations: 00024 ### eval_score: 0.90095\n",
      "trial: 0018 ### iterations: 00024 ### eval_score: 0.90095\n",
      "trial: 0019 ### iterations: 00024 ### eval_score: 0.90095\n",
      "trial: 0020 ### iterations: 00024 ### eval_score: 0.90095\n",
      "trial: 0021 ### iterations: 00024 ### eval_score: 0.90095\n",
      "trial: 0022 ### iterations: 00029 ### eval_score: 0.92448\n",
      "trial: 0023 ### iterations: 00029 ### eval_score: 0.92448\n",
      "trial: 0024 ### iterations: 00029 ### eval_score: 0.92448\n",
      "trial: 0025 ### iterations: 00029 ### eval_score: 0.92448\n",
      "trial: 0026 ### iterations: 00029 ### eval_score: 0.92448\n",
      "trial: 0027 ### iterations: 00029 ### eval_score: 0.92448\n",
      "trial: 0028 ### iterations: 00029 ### eval_score: 0.92448\n",
      "trial: 0029 ### iterations: 00029 ### eval_score: 0.92448\n",
      "trial: 0030 ### iterations: 00029 ### eval_score: 0.92448\n",
      "\n",
      "######################\n",
      "####### FOLD 2 #######\n",
      "######################\n",
      "\n",
      "30 trials detected for ('class_weight', 'subsample', 'num_leaves', 'learning_rate', 'reg_alpha', 'reg_lambda', 'feature_fraction')\n",
      "\n",
      "trial: 0001 ### iterations: 00001 ### eval_score: 0.0\n",
      "trial: 0002 ### iterations: 00001 ### eval_score: 0.0\n",
      "trial: 0003 ### iterations: 00043 ### eval_score: 0.87047\n",
      "trial: 0004 ### iterations: 00043 ### eval_score: 0.87047\n",
      "trial: 0005 ### iterations: 00043 ### eval_score: 0.87047\n",
      "trial: 0006 ### iterations: 00043 ### eval_score: 0.87047\n",
      "trial: 0007 ### iterations: 00043 ### eval_score: 0.87047\n",
      "trial: 0008 ### iterations: 00026 ### eval_score: 0.88068\n",
      "trial: 0009 ### iterations: 00026 ### eval_score: 0.88068\n",
      "trial: 0010 ### iterations: 00026 ### eval_score: 0.88068\n",
      "trial: 0011 ### iterations: 00030 ### eval_score: 0.87679\n",
      "trial: 0012 ### iterations: 00030 ### eval_score: 0.87679\n",
      "trial: 0013 ### iterations: 00030 ### eval_score: 0.87679\n",
      "trial: 0014 ### iterations: 00030 ### eval_score: 0.87679\n",
      "trial: 0015 ### iterations: 00030 ### eval_score: 0.87679\n",
      "trial: 0016 ### iterations: 00030 ### eval_score: 0.87679\n",
      "trial: 0017 ### iterations: 00030 ### eval_score: 0.87679\n",
      "trial: 0018 ### iterations: 00030 ### eval_score: 0.87679\n",
      "trial: 0019 ### iterations: 00030 ### eval_score: 0.87679\n",
      "trial: 0020 ### iterations: 00030 ### eval_score: 0.87679\n",
      "trial: 0021 ### iterations: 00030 ### eval_score: 0.87679\n",
      "trial: 0022 ### iterations: 00030 ### eval_score: 0.87679\n",
      "trial: 0023 ### iterations: 00030 ### eval_score: 0.87679\n",
      "trial: 0024 ### iterations: 00030 ### eval_score: 0.87679\n",
      "trial: 0025 ### iterations: 00030 ### eval_score: 0.87679\n",
      "trial: 0026 ### iterations: 00030 ### eval_score: 0.87679\n",
      "trial: 0027 ### iterations: 00030 ### eval_score: 0.87679\n",
      "trial: 0028 ### iterations: 00030 ### eval_score: 0.87679\n",
      "trial: 0029 ### iterations: 00030 ### eval_score: 0.87679\n",
      "trial: 0030 ### iterations: 00030 ### eval_score: 0.87679\n",
      "\n",
      "######################\n",
      "####### FOLD 3 #######\n",
      "######################\n",
      "\n",
      "30 trials detected for ('class_weight', 'subsample', 'num_leaves', 'learning_rate', 'reg_alpha', 'reg_lambda', 'feature_fraction')\n",
      "\n",
      "trial: 0001 ### iterations: 00001 ### eval_score: 0.0\n",
      "trial: 0002 ### iterations: 00001 ### eval_score: 0.0\n",
      "trial: 0003 ### iterations: 00006 ### eval_score: 0.0\n",
      "trial: 0004 ### iterations: 00006 ### eval_score: 0.0\n",
      "trial: 0005 ### iterations: 00006 ### eval_score: 0.0\n",
      "trial: 0006 ### iterations: 00010 ### eval_score: 0.80054\n",
      "trial: 0007 ### iterations: 00010 ### eval_score: 0.80054\n",
      "trial: 0008 ### iterations: 00029 ### eval_score: 0.86527\n",
      "trial: 0009 ### iterations: 00029 ### eval_score: 0.86527\n",
      "trial: 0010 ### iterations: 00029 ### eval_score: 0.86527\n",
      "trial: 0011 ### iterations: 00022 ### eval_score: 0.87137\n",
      "trial: 0012 ### iterations: 00022 ### eval_score: 0.87137\n",
      "trial: 0013 ### iterations: 00022 ### eval_score: 0.87137\n",
      "trial: 0014 ### iterations: 00022 ### eval_score: 0.87137\n",
      "trial: 0015 ### iterations: 00022 ### eval_score: 0.87137\n",
      "trial: 0016 ### iterations: 00022 ### eval_score: 0.87137\n",
      "trial: 0017 ### iterations: 00022 ### eval_score: 0.87137\n",
      "trial: 0018 ### iterations: 00022 ### eval_score: 0.87137\n",
      "trial: 0019 ### iterations: 00022 ### eval_score: 0.87137\n",
      "trial: 0020 ### iterations: 00022 ### eval_score: 0.87137\n",
      "trial: 0021 ### iterations: 00022 ### eval_score: 0.87137\n",
      "trial: 0022 ### iterations: 00024 ### eval_score: 0.875\n",
      "trial: 0023 ### iterations: 00024 ### eval_score: 0.875\n",
      "trial: 0024 ### iterations: 00024 ### eval_score: 0.875\n",
      "trial: 0025 ### iterations: 00024 ### eval_score: 0.875\n",
      "trial: 0026 ### iterations: 00024 ### eval_score: 0.875\n",
      "trial: 0027 ### iterations: 00024 ### eval_score: 0.875\n",
      "trial: 0028 ### iterations: 00024 ### eval_score: 0.875\n",
      "trial: 0029 ### iterations: 00024 ### eval_score: 0.875\n",
      "trial: 0030 ### iterations: 00024 ### eval_score: 0.875\n",
      "\n",
      "######################\n",
      "####### FOLD 4 #######\n",
      "######################\n",
      "\n",
      "30 trials detected for ('class_weight', 'subsample', 'num_leaves', 'learning_rate', 'reg_alpha', 'reg_lambda', 'feature_fraction')\n",
      "\n",
      "trial: 0001 ### iterations: 00001 ### eval_score: 0.0\n",
      "trial: 0002 ### iterations: 00001 ### eval_score: 0.0\n",
      "trial: 0003 ### iterations: 00006 ### eval_score: 0.0\n",
      "trial: 0004 ### iterations: 00006 ### eval_score: 0.0\n",
      "trial: 0005 ### iterations: 00006 ### eval_score: 0.0\n",
      "trial: 0006 ### iterations: 00009 ### eval_score: 0.78744\n",
      "trial: 0007 ### iterations: 00009 ### eval_score: 0.78744\n",
      "trial: 0008 ### iterations: 00025 ### eval_score: 0.84551\n",
      "trial: 0009 ### iterations: 00025 ### eval_score: 0.84551\n",
      "trial: 0010 ### iterations: 00025 ### eval_score: 0.84551\n",
      "trial: 0011 ### iterations: 00025 ### eval_score: 0.84551\n",
      "trial: 0012 ### iterations: 00025 ### eval_score: 0.84551\n",
      "trial: 0013 ### iterations: 00025 ### eval_score: 0.84551\n",
      "trial: 0014 ### iterations: 00025 ### eval_score: 0.84551\n",
      "trial: 0015 ### iterations: 00025 ### eval_score: 0.84551\n",
      "trial: 0016 ### iterations: 00025 ### eval_score: 0.84551\n",
      "trial: 0017 ### iterations: 00025 ### eval_score: 0.84551\n",
      "trial: 0018 ### iterations: 00025 ### eval_score: 0.84551\n",
      "trial: 0019 ### iterations: 00025 ### eval_score: 0.84551\n",
      "trial: 0020 ### iterations: 00025 ### eval_score: 0.84551\n",
      "trial: 0021 ### iterations: 00025 ### eval_score: 0.84551\n",
      "trial: 0022 ### iterations: 00025 ### eval_score: 0.84551\n",
      "trial: 0023 ### iterations: 00030 ### eval_score: 0.84078\n",
      "trial: 0024 ### iterations: 00030 ### eval_score: 0.84078\n",
      "trial: 0025 ### iterations: 00030 ### eval_score: 0.84078\n",
      "trial: 0026 ### iterations: 00030 ### eval_score: 0.84078\n",
      "trial: 0027 ### iterations: 00030 ### eval_score: 0.84078\n",
      "trial: 0028 ### iterations: 00030 ### eval_score: 0.84078\n",
      "trial: 0029 ### iterations: 00030 ### eval_score: 0.84078\n",
      "trial: 0030 ### iterations: 00030 ### eval_score: 0.84078\n",
      "\n",
      "######################\n",
      "####### FOLD 5 #######\n",
      "######################\n",
      "\n",
      "30 trials detected for ('class_weight', 'subsample', 'num_leaves', 'learning_rate', 'reg_alpha', 'reg_lambda', 'feature_fraction')\n",
      "\n",
      "trial: 0001 ### iterations: 00001 ### eval_score: 0.0\n",
      "trial: 0002 ### iterations: 00001 ### eval_score: 0.0\n",
      "trial: 0003 ### iterations: 00056 ### eval_score: 0.85762\n",
      "trial: 0004 ### iterations: 00056 ### eval_score: 0.85762\n",
      "trial: 0005 ### iterations: 00056 ### eval_score: 0.85762\n",
      "trial: 0006 ### iterations: 00056 ### eval_score: 0.85762\n",
      "trial: 0007 ### iterations: 00056 ### eval_score: 0.85762\n",
      "trial: 0008 ### iterations: 00050 ### eval_score: 0.85846\n",
      "trial: 0009 ### iterations: 00050 ### eval_score: 0.85846\n",
      "trial: 0010 ### iterations: 00050 ### eval_score: 0.85846\n",
      "trial: 0011 ### iterations: 00051 ### eval_score: 0.8598\n",
      "trial: 0012 ### iterations: 00051 ### eval_score: 0.8598\n",
      "trial: 0013 ### iterations: 00051 ### eval_score: 0.8598\n",
      "trial: 0014 ### iterations: 00051 ### eval_score: 0.8598\n",
      "trial: 0015 ### iterations: 00051 ### eval_score: 0.8598\n",
      "trial: 0016 ### iterations: 00051 ### eval_score: 0.8598\n",
      "trial: 0017 ### iterations: 00051 ### eval_score: 0.8598\n",
      "trial: 0018 ### iterations: 00051 ### eval_score: 0.8598\n",
      "trial: 0019 ### iterations: 00051 ### eval_score: 0.8598\n",
      "trial: 0020 ### iterations: 00051 ### eval_score: 0.8598\n",
      "trial: 0021 ### iterations: 00051 ### eval_score: 0.8598\n",
      "trial: 0022 ### iterations: 00051 ### eval_score: 0.8598\n",
      "trial: 0023 ### iterations: 00031 ### eval_score: 0.86445\n",
      "trial: 0024 ### iterations: 00031 ### eval_score: 0.86445\n",
      "trial: 0025 ### iterations: 00031 ### eval_score: 0.86445\n",
      "trial: 0026 ### iterations: 00031 ### eval_score: 0.86445\n",
      "trial: 0027 ### iterations: 00031 ### eval_score: 0.86445\n",
      "trial: 0028 ### iterations: 00031 ### eval_score: 0.86445\n",
      "trial: 0029 ### iterations: 00031 ### eval_score: 0.86445\n",
      "trial: 0030 ### iterations: 00031 ### eval_score: 0.86445\n"
     ]
    }
   ],
   "source": [
    "### SIMULATE DRIFTS ON SHAP DATA DISTRIBUTIONS ###\n",
    "\n",
    "scores_shap = {}\n",
    "shap_importances = np.zeros((n_feat,))\n",
    "\n",
    "\n",
    "for i,(id_train,id_test) in enumerate(CV.split(X)):\n",
    "    \n",
    "    print()\n",
    "    print(\"#\"*22)\n",
    "    print(\"#\"*7, f\"FOLD {i+1}\", \"#\"*7)\n",
    "    print(\"#\"*22)\n",
    "    \n",
    "    X_train = X.iloc[id_train]\n",
    "    y_train = y[id_train]\n",
    "    X_test = X.iloc[id_test]\n",
    "    y_test = y[id_test]\n",
    "    \n",
    "    \n",
    "    X_train, X_val, y_train, y_val = train_test_split(\n",
    "        X_train, y_train, shuffle=True, test_size=0.2, random_state=33\n",
    "    )\n",
    "    \n",
    "    model = BoostSearch(\n",
    "        lgbm, \n",
    "        param_grid=param_dist_hyperopt, \n",
    "        greater_is_better=True, \n",
    "        n_iter=30, sampling_seed=33\n",
    "    )\n",
    "    model.fit(\n",
    "        X_train, y_train, \n",
    "        trials=Trials(), \n",
    "        eval_set=[(X_val, y_val)], \n",
    "        callbacks=[early_stopping(5, verbose=False)], eval_metric=F1\n",
    "    )\n",
    "    \n",
    "    explainer = TreeExplainer(\n",
    "        model.estimator_, \n",
    "        feature_perturbation=\"tree_path_dependent\"\n",
    "    )\n",
    "    X_train_shap = explainer.shap_values(X_train)[0]\n",
    "    X_train_shap = pd.DataFrame(X_train_shap, index=X_train.index)\n",
    "    X_train_shap.columns = [f\"{c}_shap\" for c in X.columns]\n",
    "    X_val_shap = explainer.shap_values(X_val)[0]\n",
    "    X_val_shap = pd.DataFrame(X_val_shap, index=X_val.index)\n",
    "    X_val_shap.columns = [f\"{c}_shap\" for c in X.columns]\n",
    "    X_test_shap = explainer.shap_values(X_test)[0]\n",
    "    X_test_shap = pd.DataFrame(X_test_shap, index=X_test.index)\n",
    "    X_test_shap.columns = [f\"{c}_shap\" for c in X.columns]\n",
    "    shap_importances += np.asarray(np.abs(X_val_shap).mean(0))\n",
    "    \n",
    "    for f in X.columns:\n",
    "        drift_scores = {}\n",
    "        for q in q_drifts:\n",
    "            cond = X_test[f] < X_test[f].quantile(q)\n",
    "            drift_scores[q] = ks_drift_detection(\n",
    "                X_train_shap, X_test_shap[cond]\n",
    "            )[0]\n",
    "            cond = X_test[f] > X_test[f].quantile(1-q)\n",
    "            drift_scores[1-q] = ks_drift_detection(\n",
    "                X_train_shap, X_test_shap[cond]\n",
    "            )[0]\n",
    "        scores_shap[(f\"split_{i+1}\",f)] = drift_scores\n",
    "\n",
    "shap_importances = pd.Series(shap_importances / CV.n_splits, index=X_val_shap.columns)\n",
    "shap_importances = (shap_importances - shap_importances.min()) /\\\n",
    "                    (shap_importances.max()-shap_importances.min())\n",
    "scores_shap = pd.DataFrame(scores_shap).T.groupby(level=1).mean().T[X.columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f9b2e1d0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-21T09:31:04.344748Z",
     "iopub.status.busy": "2022-04-21T09:31:04.344018Z",
     "iopub.status.idle": "2022-04-21T09:31:04.694896Z",
     "shell.execute_reply": "2022-04-21T09:31:04.695406Z",
     "shell.execute_reply.started": "2022-04-21T07:49:52.459379Z"
    },
    "papermill": {
     "duration": 0.420348,
     "end_time": "2022-04-21T09:31:04.695603",
     "exception": false,
     "start_time": "2022-04-21T09:31:04.275255",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'SHAP Feature Importances'}>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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zBwzcT+ANzU2SJEljwhFcJEmS1MpiUZIkSa0sFiVJktTKYlGSJEmtLBYlSZLUymJRkiRJrSwWJUmS1MpiUZIkSa0sFiVJktTKYlGSJEmtLBYlSZLUymJRkiRJrSwWJUmS1MpiUZIkSa0sFiVJktTKYlGSJEmtLBYlSZLUymJRkiRJrSwWJUmS1MpiUZIkSa0sFiVJktTKYlGSJEmtLBYlSZLUymJRkiRJrSwWJUmS1MpiUZIkSa0sFiVJktTKYlGSJEmtLBYlSZLUymJRkiRJrSwWJUmS1MpiUZIkSa0sFiVJktTKYlGSJEmtLBYlSZLUymJRkiRJrSwWJUmS1MpiUZIkSa0sFiVJktTKYlGSJEmtLBYlSZLUymJRkiRJrSwWJUmS1MpiUZIkSa0sFiVJktTKYlGSJEmtLBYlSZLUymJRkiRJrSwWJUmS1MpiUZIkSa0sFiVJktTKYlGSJEmtLBYlSZLUak7FYkTsFhEXRMTyiNh/Je97VkRkRGw/vEmUJElSLbMWixGxJnAo8GRgG2DviNhmhvetD7wWOHnYEylJkqQ65rJncQdgeWZemJl/BT4P7DHD+94BvBu4cYjTJ0mSpIrmUizeB7h04PFlzXN/ExHbAZtl5jeHOG2SJEmqbMHqfkBErAG8H3jJHN67L7AvwKJFi1Y3WpKkibf7H09b5d9dst7DhjglGldz2bN4ObDZwONNm+emrA9sC5wQERcBOwFLZrrIJTMPy8ztM3P7hQsXrvpUS5IkqRdzKRaXAltFxOKIWBvYC1gy9WJmXpuZG2fmFpm5BXASsHtmLutkiiVJktSbWYvFzLwZ2A84FjgP+GJmnhMRB0fE7l1PoCRJkuqZ0zmLmXkMcMy05w5oee8uqz9ZkiRJGgWO4CJJkqRWFouSJElqZbEoSZKkVhaLkiRJamWxKEmSpFYWi5IkSWplsShJkqRWFouSJElqZbEoSZKkVhaLkiRJamWxKEmSpFYWi5IkSWplsShJkqRWFouSJElqZbEoSZKkVhaLkiRJamWxKEmSpFYWi5IkSWplsShJkqRWFouSJElqZbEoSZKkVhaLkiRJamWxKEmSpFYLak+AJEnz3RZnX7Jav3/RtouGNCXS8LlnUZIkSa0sFiVJktTKYlGSJEmtLBYlSZLUymJRkiRJrSwWJUmS1MqucyRJY2Ojk69Y5d+9esd7DXFKpPHhnkVJkiS1sliUJElSK4tFSZIktbJYlCRJUiuLRUmSJLWyWJQkSVIri0VJkiS1sliUJElSKzvlliQN1Zrf/t0q/+4tu208xCmRNAzuWZQkSVIri0VJkiS1sliUJElSK4tFSZIktbJYlCRJUiuLRUmSJLWy6xxJGkN3Pvqa1fr9Pz/rbkOaEknznXsWJUmS1Mo9i5LUofU//4dV/t3r99pwaNMhSavKPYuSJElqZbEoSZKkVhaLkiRJamWxKEmSpFZzKhYjYreIuCAilkfE/jO8/oaIODcizoyI70XE5sOfVEmSJPVt1mIxItYEDgWeDGwD7B0R20x722nA9pn5YODLwHuGPaGSJEnq31z2LO4ALM/MCzPzr8DngT0G35CZx2fmn5qHJwGbDncyJUmSVMNcisX7AJcOPL6sea7NS4Fvrc5ESZIkaTQMtVPuiHghsD3wmJbX9wX2BVi0aNEwoyVJktSBuexZvBzYbODxps1zK4iIJwBvBXbPzL/M9EGZeVhmbp+Z2y9cuHBVpleSJEk9mkuxuBTYKiIWR8TawF7AksE3RMTDgI9RCsXfDn8yJUmSVMOsxWJm3gzsBxwLnAd8MTPPiYiDI2L35m3vBdYDvhQRp0fEkpaPkyRJ0jwyp3MWM/MY4Jhpzx0wcP8JQ54uSRqaLd93wyr/7oVvXHeIUyJJ848juEiSJKmVxaIkSZJaWSxKkiSplcWiJEmSWlksSpIkqZXFoiRJklpZLEqSJKmVxaIkSZJaWSxKkiSplcWiJEmSWlksSpIkqZXFoiRJklpZLEqSJKmVxaIkSZJaWSxKkiSplcWiJEmSWlksSpIkqZXFoiRJklpZLEqSJKmVxaIkSZJaWSxKkiSp1YLaEyBpMjzp+Tev1u8fe5R/riSpBvcsSpIkqZXFoiRJklpZLEqSJKmVxaIkSZJaWSxKkiSplcWiJEmSWlksSpIkqZXFoiRJklpZLEqSJKmVxaIkSZJaWSxKkiSplYOtShPmBTvfusq/+9kf+/1SkiaNf/klSZLUymJRkiRJrSwWJUmS1MpiUZIkSa0sFiVJktTKYlGSJEmtLBYlSZLUymJRkiRJrSwWJUmS1MpiUZIkSa0sFiVJktTKYlGSJEmtLBYlSZLUymJRkiRJrSwWJUmS1MpiUZIkSa0sFiVJktTKYlGSJEmtFtSeAGkSvfUuq/677/zT8KZDkqTZzKlYjIjdgA8AawL/k5nvmvb6OsCngYcDVwPPy8yLhjup0nCtTsEGFm2SpMkwa7EYEWsChwJPBC4DlkbEksw8d+BtLwWuycz7RsRewLuB53UxwRo//77Oqv/uO/4yvOmQJEm3N5c9izsAyzPzQoCI+DywBzBYLO4BHNjc/zLwoYiIzMwhTuvYe/tqnBRw0M2rl23BJkmSZjKX8uQ+wKUDjy8Ddmx7T2beHBHXAhsBvxvGRPbpoFi933+75bEkSRojMdvOv4h4NrBbZr6sebwPsGNm7jfwnrOb91zWPP5l857fTfusfYF9m4f3Ay5YxenemHqF6CRmT2KbJzV7EttcM3sS21wzexLbXDN7Ets8n7M3z8yFM70wlz2LlwObDTzetHlupvdcFhELgLtSLnRZQWYeBhw2lylemYhYlpnbr+7nmD3auWa7rMc9exLbXDN7EttcM3sS2zyu2XPpZ3EpsFVELI6ItYG9gCXT3rMEeHFz/9nA9z1fUZIkaf6bdc9icw7ifsCxlK5zPpmZ50TEwcCyzFwCfAI4MiKWA7+nFJSSJEma5+Z0/W1mHgMcM+25Awbu3wg8Z7iTtlKrfSjb7HmRa/bk5E5q9iS2uWb2JLa5ZvYktnkss2e9wEWSJEmTy7GhJUmS1MpiUZIkSa0sFiVJktRqNQaY619EbAfsDCTwk8w8dUKy9xzI/nFmfnWcc0cgu8qyrtnmJn8DIDPz+p5z1wbuT2n3BZn5155yq23TNUXEJpRhXBNYmplX9pQ7cdt0k11rfrt+9zi/m+xa/zs6z503exYj4gDgCMowghsDh0fE2yYg+8PAK4GzgLOBV0TEoeOaOwLZVZZ15TY/IiLOAs4Ezo6IMyLi4T1lPxX4JfBB4EPA8oh4cg+5NbfpO0XEGyLiKxFxdES8PiLu1FP2y4CfAXtS+sQ9KSL+qYfcidumm+xa87tmmzeKiEMi4tSIOCUiPhARG/WUXWV+N9m1/nf0k5uZ8+JGGRrwTgOP70zZCzHu2efTXLXePF4DOG9cc0cgu8qyrtzmM4FHDzzeGTizx2V934HHfwecP67Lucn6IqVv2sc2t48DX+op+wJgo4HHG03A+l37f0eN+V2zzd8B/h1Y3NzeBnx3nOd3zXneV+58Ogz9a+BOwI3N43W4/bCD45i9HFgEXNw83qx5blxza2fXWtY123xLZv5o6kFm/jgibu4p+/rMHGznhUAfh8FrbtPbZuY2A4+Pj4hze8q+mhXn7/XMMDRrByZxm4Z687tmm++Vme8YePwfEfG8nrJrzW+oN897yZ1PxeK1wDkR8R3KcfknAj+LiA8CZOZrxjR7feC8iPhZk70DsCwiljTZu49Zbu3sWsu6Zpt/EBEfAz7XZD8POKE5D4bs9rybZRFxDGVvW1I691/anN9GZn6lo9ya2/SpEbFTZp4EEBE7Ass6zBu0HDg5Ir5OafcewJkR8QaAzHx/R7mTuE1Dvflds83HRcRelG0ayuHgYzvMG1RrfkO9ed5L7rzplDsiXryy1zPziDHNfsws2T8Yp9wRyK6yrCu3+fiVR+fjOsw+fJbsTs43qrxNnwfcD7ikeWoR5VDSzSU6H9xh9ttX9npmHtRR7sRt0012rflds83XA+sCtzZPrQHccFt0btBhdpX53WTX+t/RS+68KRYlaRxExOYrez0zL17Z65LUt3lTLEbEVsB/AttQjs8DkJlbjnn2TsAhwAOAtYE1gRu6/HZWM3cEsqss65ptbvKfCjyQFdt8cA+5dwJeOkN2p1cw1tymB6bhHtOyL1nJ24eVuRD4V24/vzvbe9zkTtw23WTXmt9V1++IuBuw1bTsH/aQW2V+N9m1/nf0kjtvus4BDgc+QjlU81jg08BnJiD7Q8DewC8oVzm9DOijy4laubWzay3ram2OiI9SzlN8NRCU8wZXuvdriI4ENgGeBPwA2JR+LnCptk1HxO4R8QvgV5Q2XwR8q49s4LOUK5MXAwc12Ut7yJ3EbRrqze+a6/fLgB9SzlM8qPl5YB/Z1JvfUG+e95Pb9WXdw7oBpzQ/z5r+3JhnL2t+njnw3GnjmjsC2VWWdeU2nznt53rAj3rKPm1a9lrASeO6nJucMyhdeky1/bHAJ3rKnmr34Hq2tIfcidumK8/vmm0+i7KH6/Tm8f2Br4zz/K45z/vKnU9XQ/8lItYAfhER+1EuDV9vArL/FGWEi9Mj4j3AFfSzR7hWbu3sWsu6Zpv/PDAN96Z0NXGvnrJvan7+ISK2Ba4E7tFDbs1t+qbMvDoi1oiINTLz+Ij4776ym59XNKce/Bq4ew+5k7hNQ735XbPNN2bmjRFBRKyTmedHxP16yq41v6HePO8nt4+Ke0jV8yOaGbApZbfrV4CdJiB7c8q3tA2AtwPvZ6AT43HLHYHsKsu6cpv/HdgQeBalWLsCeEdP2S8D7gY8htLH4m+BV47rcm6yv9tkH0LprugDwIk9ZT8NuCuwLXA8cAqwew+5E7dNV57fNdv81ebvyYGUw9FfB44Z5/ldc573lTtvLnCR1L2IWIcyGsC1tadlXEXEupQOdAN4AeWf22czs6/Og6VeNF0m3RX4dvY05ru6MW+KxYjYGngT5Rvq3w6fZz9XOdXMfhTlG9r07K6vsKqSOwLZVZZ1zTY3+X8PbDEt+9M95K5D2aM5PbvTK7FrbtM1NVeLvpzbz++urz6fuG26ya41v6uu3xGxJnDPadl9Xe3f+/xusmv97+gldz4Vi2cAH6XsVr5l6vnMPGXMs88HXj9Ddqd7IWrljkB2lWVduc1HUsZkPn0gO7PbUR6msr9NGYFgervf13FuzW16T+DdlHMzo7ll9tONzInAj7h9u4/uOHfitukmu9b8rtnmV1NONfgNt3XMndlhZ/MD2VXmd5Nd639HL7nzqVg8JTMfPoHZJ2fmjpOSOwLZVZZ15TafB2yTFf4YRMTZmblthdya2/Ry4OmZeV6F7NMz86EVcidum26ya83v2uv3jjVOq6g1v5vsWv87eskd+WIxIqauZHoN5eT3rwJ/mXo9M38/ptnbNXefS+nA9ivTsjsZr7dW7ghkV1nWNds8MA1fAl6TmVd0nTVD9mHAIZl5Vk951bbpgWn4SWY+quucluz/oFxMc0xPeRO3TU+bhr7n9yi0+XjgiZl5c9dZM2T3Or+bzFr/O3rNnQ/F4q8og2PHDC9nl+e8VM4+fiUvZ1fnQdTKHYHsKsu6cpu/QWnz+sBDgZ+x4h+b3TvMPqvJXkAZ6eHCJnvqkGwnh6wqb9N7NncfQ+mI/GusOL+/0mH29dzW7nWb3Jvo+BD4JG7TTXat+V2zzW9o7j6QMvb5N1lx/X5/h9lV5neTXet/R6+5I18sSupGc6Viq8z8QYfZm8+SPXbjI0fE4St5Ofs4CV/qSkS8fWWvZ+ZBfU2LOpA99D80jBtlCLL1m/tvoxzOeNgEZL+W0jdZAP8DnArsOq65I5BdZVlXbvO6wBrN/a2B3YG1esr+O2Cd5v4ulEMqG47rcq59Ax4FrNvcfyGlv8NFPeRO3DZdeX6PxPpN6Xh9gx7zqszvmvO8r9xeV5zVnCFTw4HtDJwAPBU4eQKyz2h+PolyTsIDgVPHNXcEsqss68ptPgW4C3AfyliqX6L0+9dH9umUQ9H3BX4OvJceOvCtvE2/pymc1gK+B1wFvLCn7DMpBdtDgNOAfwF+0EPuxG3Tled3zTYf1azf6wLnApcBbxrn+V1znveV29dwS8MwdUn4U4HDMvObwNoTkD11PsJTgE9n5jnMfI7CuOTWzq61rKvO78z8E7An8OHMfA5lBIQ+3JrlRPg9KRe6vIl+hhqsuU3vmpnXUUabuIhSKL+pp+ybs/xn2QP4UGYeSjlntWuTuE1Dvflds83bNOv3M4BvAYuBfXrKrjW/od487yV3PhWLl0fEx4DnAcc0nfn2Nf01s0+JiOMof2SPjYj1ua3vqnHMrZ1da1nXbHNExCMpo4l8s3mur/X7pojYG3gR8L/Nc2v1kFtzm57qOPepwJey39Fyro+It1AO0X2zGVO2j/k9ids01JvfNdu8VkSsRSkWl2TmTZQLMfpQa35DvXneT24fu2eHtKv1LpS9D1s1j+/FwDkvwN3GNHsNYDua87iAjYAHD7z+wHHKHYHsKsu6cpv/AVgCvLl5vCXwwa7ypmVvA3wQ2Lt5vHhqOjrOrblNvws4n3KYbC1gIf0dItwEeAPw6ObxIuBFPeRO3DZdeX7XbPNrgMuBYyh7jzcHftR1m2vO75rzvK/csbkaOiJOzcztZn+n2fM5d1KzK7f5kMx8daXsozPzWRVyO53fTR9p12bmLVHGil4/M69sXntiZn6nq+xZpuunmfnICrkTt0032WM/vyMigDWz6XcxIl6cmUf0kT3DtFSZ3032vP7fMZ8OQ8+mr/NfzK6bO6nZNdtcpQPpRi9jY8+g0/mdmb/PzFua+zdMFYqNd3eZPYs7VcqdxG0aJmB+ZzHYQfdr+8qeQa35DfP8f8c4FYs1d5FOYvYktrlm9ngcArjjJnF+1yxeJnF+T2K26/fkZA8ld5yKRUkaB5P6xUCTwfV7HhqnYnFSD2P8dcJya2fXWtaT2Oaa2TXbXJPr92RkT2KbJzV7KLnz6gKXiNiZcsXP4RGxEFgvM3/VvHb37HCQ9FrZzcnBLwC2zMyDI2IRsElm/qyLvNq5tbOb/N6Xde02r0xEvCQzP1Upe9fMPK6jz34I8Ojm4Y8y84yB1zr9ezLLdH0lM/ec/Z2r/Pn3BB7RPPxZZv524LVtM/PsDjJrb9PVlnWN+d189qiu3x/KzP06/Pwq87v5/CrzvI/ceVMsNuNObg/cLzO3joh7U/oo6/zk+8rZH6H0R/a4zHxARNwNOC4zHzHLr87L3BHIrrKsa7Q5Iv47M18XEd9ghkNDmbl7h9lfzMznRsRZ07KjROeDu8pu8l8LvJwyNBbAMykd2h7SYebjMvP7ETFjIZiZX5np+SFPw3Mpo+ScQJnXj6aMrvHljnNrbtO9L+uB7Frzu8b6/cLM/ExEvGGm1zPz/V1lD0xDlfndZFdZz/rKXTD7W0bGM4GHUcYUJTN/3XTsOu7ZO2bmdhFxWpN9TUT00St8rdza2bWWdY02H9n8/K+Oc2YydUXk0ypkA7yUMs9vAIiIdwM/Bbr8w/4Y4PvA02d4Lbntj32X3go8YmpvS7Pn/LtA1/9Ma27TNZb1lFrzu0ab121+9vW/cSa15jfUW896yZ1PxeJfMzMjIgGavskmIfumiFiTZu9Ls/L3MfJBrdza2bWWde9tzsxTmp8/aP5x37/JvyAzOz2HLDOvaH5eHBGbADs02UundSPTleC2YbJo7nfdXc7bm5//2GXOLNYYPCwHXE0/567X3KZ7X9YDas3vGuv3x5qfB3WZM4ta8xvqrWe95M6nYvGLUYa02TAiXg78E/DxCcj+IPBV4B4R8U7g2cDbxji3dnatZV2tzRHxVOCjwC8pf2QWR8QrMvNbPWS/DDiAssctgEMi4uDM/GTH0YcDJ0fEV5vHzwA+0XEmABGxEfB2YGdK8fRj4ODMvLqH+G9HxLHA55rHz6OMtNG1mtt0tWVNvfldc/3eEvgAsBNl/f4p8PrMvLCH+FrzG+rN815y5805iwAR8URgV8o/lWOzx1EOKmffH3h8k/29zDxvnHNHILvKsq64nM8HnpaZy5vHfwd8MzPv30P2BcDfTxVKTSF1Ymber6O8xQMXK21HKdignBR+WheZM0zDd4AfAp9pnnoBsEtmPqHDzHUy8y/N/T1Zsd1fbf/NoU5Dr+t3zWVda36PyPp9EnAotxVsewGvzswdO8ystn7Xmue952YPYyYO40Y5H2LN5v79gN2BtSYg+++AdZr7u1DG3dxwXHNHILvKsq7c5qXTHsf05zrMPhFYe+Dx2pRisau8U5qf3+ujfS3TcPYMz53Vceapzc8jK7W59/W75rKuNb9HZP0+c4bnzhjH+V1znvedO58OQ/8QeHRzFd23gWWUXcwvGPPso4HtI+K+wMeAJcBRwFPGNLd2dq1l3XubB67KXRYRxwBfpBw2eg6wtKvcJnvqisnllEMoX2+y9wDO7DB6jYj4N2Drma7azB6u2ASOi4i9KPMbyiHZYzvOXDsing/8/UxXY2f3V2LX2KZrLuta87tam6OMdw7wrYjYH/g8ZZvu41BwzfW71jzvNXc+FYuRmX+KiJcCH8nM90TE6ROQfWtm3txsAB/KzEOmrigc09za2bWWdY02D16V+xvK1boAVwF37jh76orJXza3KV/vOHcvyjk9C+j5qs2IuJ7yzzOA13HbYeg1gD8C/6fD+FdSvvBsyO2vxu7jSuwa63e1ZU29+V2zzadw2/oN8IqB1xJ4S4fZNdfvWvO839y+d9muxi7X04BHAicBD2ye6/TQzYhknwzsDZwNLG6eu91hrHHJHYHsKsu6Zpsn8QY8ufY0VGr3Syvl1tymqy3rivPb9XtC5nlfufNpz+LrKN9MvpqZ5zRXXB0/Adn/SPnW9M7M/FVELOa2/vHGMbd29uuos6yrtbnJejWwBQNHG7LDTrkHsren9I22+bTsTjvlBr7fHLbaYlruwR3nAhARD54hu/N+FjPzExHx9zNkf7rj6JrbdLVlXXF+V2tz00XSU2fI7vwUj4rzG+rN815y59XV0JKGLyLOoHS1cBYDfd9l5g96yL4AeNMM2Rd3nPtt4FrKobO/9VGWme/rMrfJ/iTwYOAcbmtzZuY/9ZB9JOVik9O5rd2Zma/pOruWysu6yvyu3OZjgBu5/Tbdef+LNdfvWvO8r9yRLxaj7pBkNbOrDIdWK3cEsqss65ptHpiGk7PDbi1myf5xZu48+zuHnnt2Zm7bd26TfW5mblMp+zxgm+zpD/+IrN81l3Wv83sgt2abz+xjubZkV5nfTXaVed5X7nw4DF1zSLJJHA6tVm7t7FrLumabp3wgypjYxwF/mXoyM0/tIfvtEfE/wPemZXd9SPbEiHhQZp7Vcc5MfhoR22TmuRWyzwY2Aa7oKW8U1u+ay7rv+T2lZpu/FRG7ZuZxFbJrzW+oN897yR35PYuDogxJtnXz8ILMvGlCsu8JPKJ5+LNccTijscsdgewqy7ricv5PYB/KVcmDh0Uf10P2ZyjDDPZ6SDYizgXuC/yKUqT2uafrMZSuY66skH088FDgZ6xYnPdxfmqt9bvmsq4yvyu3+ZmUK/3XAG4ayN6gh+ya63eVed5X7rwpFiNiF+AI4CLKzNgMeHFm/nDMs58LvBc4ocl+NPCmzOx0YPRauSOQvQsVlnXlNi+nHLrpdDzoluwLsqPRWmbJ3Xym57s+V7LJXg68gZ7P02yyHzPT812fn1p5/a65rGvN75pt/hWlv9SzKhx+rzK/m+wq87yv3PlULJ4CPD8zL2gebw18LjMfPubZZwBPnPoWHhELge9m5kPGMXcEsqss68pt/hqwb597bweyDwfe29ch2YjYIDOvi9s6EF5BZv6+h2n4aWY+suucUVJj/R6FZd23UWhzRPyQMnzlrbO+eQzUmud9586HcxanrDX1DxwgM38eEWtNQPYa0/6JX03ZvT+uubWzay3rmm3eEDg/IpbS86EbYCfg9GZvRB+Hbo6inD83vQNhmsdbdpQ76LSIOAr4Bj2dpzl1IVHc1jH4316in0OENdbvasu64vwehfX7QuCEiPgWK67fXY4eU3P9rjXPe82dT3sWP0k5ZDM16sELKGP49tHdRM3s91K62ZgalP15lLE33zyOuSOQXWVZV27zxB26mU1EPDAzz+nosw+f4enOz9Oci4i4W2Ze08HnVlu/Z9Plsp5Ddifzew65Xa7fb5/p+eyh65zZ1JrfTXaV9WxYufOpWFwH+BdgqpuNHwEfzsy/tP/W/M9u8p8FPGoqOzO/Os65NbMrr2c153fNC4oeQjmHDUq7z+gru01EnJqZ29Wejr512e6a6/fK1FzWtbL7yI2I9QAy849d5twRLuvV+Jz5UixK6kbliw9eC7yc28ZufSZwWGYe0nX2ykTEaZn5sI4+e1PgEAYKJ+C1mXlZF3l3RJftHlU121wru+P1e1tKV2RT59L9DnhRrb23g1zWq66vc6JWW0Q8KiK+ExE/j4gLp24TkL1nRPwiIq6NiOsi4vqIuG5cc0cgu8qyrtlmynB7j8jMF2fmi4AdgH/vKfulwI6ZeUBmHkA5h/HlPWWvTJffog+ndJ1z7+b2jea5UdBJuyuv37OpucekVnaXuYcBb8jMzTNzc+CNwMc7zLsjXNaraD5d4PIJ4PVMG9JmArLfAzw9M8+bkNza2bWWdc0217y4JlhxPt/Ciidqj6OFmTlYHH4qIl5Xa2J6UnP9Vr/Wzczjpx5k5gkRsW7NCdLqm0/F4rWZ+a0JzP5NpT+wtXJrZ9da1jXb/O2IOJYVLz7oax4cDpwcEVPnrz2DUrDX1mWfk1dHxAu5bX7vTSnQR0FXhXrN9Xs2vfcvOqDWF6Mu23xhRPw7t42K9ULKFdKjoOYX0Vrr2VBy5805ixHxLmBNyrlNvQ5JVjn7A5Thi75Gj8Oh1codgewqy7pmm5v8PRm4qKfni2u2m5Z9WodZD87MM7v6/DlOw+aUcxYfSTlEdCLwmsy8pOPcoJxicJ/mqcspFzPlwHvunh30C1d7/Z5heu6fmed3nLEGQGbeGmVUqG2Biwbn77Dnd5Nz09QyjYjHAtsB5/b1JTgi7gYcRNmmk3JO7kF9X4UcEa/KzA9Pe66T9bv57LVy2mhfEbFxZv6ui7wZ8tejjDx2YWb+YeifP4+KxeNneDqznyHJamZX6WajVu4IZFdZ1pXbvBi4IjNvbB7fGbhnZl7UQ/ZOwDmZeX3zeAPgAZl5ckd5t1D2cnye0tl6jfGZexcRuwIfBn5BKRIBNqUME/aq7Hgc35rr90wi4pLMXNTh5z8D+BilG65XAv8G/BG4H/DPmfmNjnLPoHSIfU1EvIlywdgxwGOAZZn5li5ya4uIN0x/CngL8H+h8z4eH0vZi3on4FTKAAcXNa912bvAhzPzVc39nSn9Lv6Ssk2/IjOPGWpgZo7FjTIk2yRmv2WSckcgu8qy7rLNwDJg7YHHawNLe2rXaTRfWpvHawCndpy3LfBOYDlwBrA/sEWPy/IIYMOBx3cDPtlx5nkztRFYDJzXV9tXMn1DX7+BD7bcDgGu67g9p1H2pC4GrgPu1zy/OaVo6yr37IH7y4A7N/cXUPq17GNZfmeG9fvYjjOvB74AHAC8vbldM3W/4+ylwAOb+8+mfCHbaWo96DD31IH7xwPbNfe37GIdmzdXQ8/Bayc0+zkTlls7u9ay7rLNC3JgXOjm/tod5g2KbP7CNdm30u251JmZZ2fmWzPzvpQrr+8B/DgiTuwwd9CDc+AwUZbDc113qbEAmKlrnsuBvkajWpku1u9/BM6mXKw2eFtGD+ePZeaVmfkr4JJsRoXK0tl8l/93r2u6roHSZc2dmvsLOs4dtPEM6/c9Os58IKV961KGDz0IuCYzD8ruOwNfO5tugbJ0N/YM4Ihm73Jfh243yOZUqcy8kA6W9Xy6wGU2NU9cncTsSWxzzewuc6+KiN0zcwlAROxB+UfThwsj4jXAR5rHr6Lbk+FXmI+Z+TPgZxHxRuAfOswdtEYMjCQRZWzXrv8WfxJYGhGfBy5tntsM2IvRuKCoi/V7KWVP2+2+BETEgR3kTc9Yo/ny808Dz61Jt1/EXgl8tjkc/VtgWZSxmh9Ec0i2B7dGxKJszsFtztHttGhqsp7T/O36TkT8vy7zprkpIjbJzCubaTknIh4P/C/wdx3m3j8izqRsO1tM/U1pzpUd+jo2TsXiJPafVDN7EttcM7vL3Kl/MB9qHl8G7NNh3vTsDwJvo7Txe8C+Hea9d6Ynm72bnQ9v2Hgf8NOI+FLz+DmUw+Kdycz/jIivAXtQLqyBslfxBTka5212sX4/G7hxxrDMxR3kDdqX8g/7xuYLyZTNgHd1FZqZZzYXjO1KudjhDMr2/Prs4KKHFm+l7Kn/Abd18t/lNv03mfn1iPgucCAz70nvwv7APYErB6bjsijDqO7XYe4Dpj2eGinn7pTD8UM1by5wmU1MYM/sNbMnsc01s/vIjZbhuSLixZl5RJfZK5mmt2Tmf1bIPTozn9Xh528DTF009f3Bgi3qjl/babtXkltzm67S5prZPazfG1M62Ac4KQeuCI66Y3G7rFfROO1Z/MmEZn9p9reMVW7t7FrLuvM2Ty8SB7yWclFGDc8Bei8WKSeJd6YpDtv26H2P0t1JDZ22eyVqbtO12lwzu+v1+3eUw7AzOZLJW79rZg8ld+QvcIniuRHxnOb+4yPigxHxqql+rAAys8vdvYPT8/3pz3WR3XwzG3z8wqbd+zb9pU1lD/U8lIh4ZnMOFRGxMCI+HRFnRcQXooxp20luk/f+iHjUbO/rKPvuEXFARLysWc/eGhH/GxHvbfoNm8ruYlk/NiI+FBFfj4ivRMS7IuK+g+/pos13wCSeI1rzkEvN+T30dkfEkyLipRGxxbTn/3YuX+X129Na+jVW6/c8yB5K7sgXi8ChwHMp51AdSTnHaSnlZPROT2KNiDOn3c4CHjX1uMts4G/9nkXE2yjtPwV4ItBZn1HAO/O2Tks/ROkC4smUET26Hr92H+ADEXFxRLwnIvo8LPUZypV0D6d0Q7AJ8G7gz8CnugqNiP8EXgScBNxE6Sfrl8CXIqLmVd+DJvEPbE1j0+aI+L+Uc9geBHwvIl498HIvX/A1csZm/Z4k8+Ew9KMz80ERsRblBNJ7ZeZfI+JzlA4wu3QRpY+s/6AUDUHpjf7pHefCit++9qTMhxsi4ii6bfeaA/fvm5nPa+73MX7tZZm5fURsTRly7jPN1YOfo3Sg/PMOs++dmU9p9tpelpm7NM//KCJO7zD3aZn5IIDmStUfZOabIuLLlHWt5uG5KZO4Z3Hcx6duM+x2Px14WGbe3FyBfFREbJmZr+8ga1W5fk8Ol/Uqmg97Fm8GyDKMztKp/uAy82ZK7/idyczdgaOBw4CHZOmV/abMvLjpL6tLd46Ih0XEw4E1M/OGZppuAm7pMPeEiDg4yigeJ0TEM+FvvdRf22EuNN84M/PnmfmOzHwgZa/ynSijEHRpjeZw82bAelOHzCJiI7rt6uLWqcP+wL1pivXmAodR+YM+dufkRsTt+suc9tybu8ido86We4V2L2j+VtNcjft0YIMoV4L30pdnzWVdK3vE1+/O+rh0WXeYO9feu2vdKIc/15vh+U0o45r2MQ3rUg79fp2y16mPzOOn3e7VPL8R3Y4AsBal24FLmtutlN7xjwIWddzm0/pct6Zl7w38prk9C/guZSSCyynDN3WV+zzg4ibrEuCpzfMLgaN6aPeTKH0cLmluHwF2q7Ucmmk6oIeM240S08f6ByyiGd0C2ILSvcu2095z93FpN+Uih8fM8Px/ALd2Pb9rLuua2ZXbvD1lmMHdgfv3kTki7R7rZT1vu86JiHWBdTPztz1mPgR4ZGZ+tK/MGaZhTWCdzPxTD1l3pewZuLrrrCZvvWy/IreP/DUp3UndHBELgIcCl2fmFR3n3p1yxdry7K8vNCLivyl9sX2a2/ok25RyDuUvMrPKaDXR4bi9EbE38HxgZ8ph/inrU4qXx3eR22TvD7wC+AvwX8D/oey13Qn4RHY7fm2VdjdHKMjMP8/w2n0y8/Lb/9bQsmsu61rzu2abH0PpQ/QPlHO/f0IZ6u8mYJ/MvLT9t1c722Xdce58OGdxRlnO39uM0kt9X5lnUDo5JSLun5nn95U9MA23RMQioPPszFzhsHPXbV5ZodjH/M7MWwbu30wZFqyPdv8e+P3053to81Myc+sZcr8A/JwOhzaMiOvaXgLu3FUucCJwBbAx5R/blOuBri9a2wfYBrgL5XzoLTPzquaL78l0e+FalXbPVCQOWL+r3EbNZV0ru2ab/xvYtVmnFwPvz8xHRcQTKaME7dphtsu649x5u2cRut0DYfbo5E5qdte5zRX9L83MpdOe34Gyp+tBHWZfAjwiM38zw2uXZuZmXWXXEhFnZuaDmz3YVwCbZBkOjog4OzO3XfknjJea27SGb2r9bu6vSbnGYLvm8TlZzkHXPDXyexYj4oNtLwEbmj0euZOaXbPNwEuAj0TE+tx2GHozyoVML+k4+9PA5pRzRKc7quNsImIn4BDKkFlrUy4suiEzN+gw9tSmN4N1KR1vHxER36aM5NLLkHt9t7vy+j01DTWWddXsSrnLIuITwPcp5yue0EzLXVixl43OuKy7yx35PYsRcT3wRsp5PtO9LzM3nuF5s+dZ7qRm12zzwDRsAtyneXh5Zl65svePg4hYBuxFudp6e8p5mltn5ls6zFxAGZEmgS8DO1DOOboEODSbHg+61He7R2T97n1Z186utH6vBbyccqrFGcAnm9Om7gzcI7vvQcRl3WXusK+YGfaN8i3l71te+5XZ45E7qdk12zzLdPV6FWPf2TQ9CgBnDjx3Wq02T5u2o8el3aOwftdc1rWyXb9d1sPOGfnD0JSuJW6c6YXMXGz22OROanbNNq/McZRuXsY1+08RsTZwekS8h3IO4aj0O9vlGLJ9t3sU1u+ay7pWtuu3y3qoRv4w9FxFxNGZ+Syzxzt3UrO7yJ3lfLIXZ4fn2tTMbvKnzpdcG3g9cFfgw5m5vMvcuYiIU7O5MKCDzx7Jdne5XdVsc63sUV3OML7r97gv63EqFk/LzD7HEp7o7Elsc83sLnIn8RzRadNwZ0pH8xd0nXVHdPnPtPn8kWt319tVzTbXyh7F5QzjvX6P87Ield3Sw1Cz6p3E7Elsc83sLnKXAmdn5hHTb5S+urpUM5uIeDpwOvDt5vFDI2JJ17lz1OVwf6Pa7s62q5ptrpU9wssZxnT9HvdlPU7FoqQ75tmUPzK309M5orWyoQxpuQNltAky83Sgl3Poou64vQdSqd0VHUi9NtfKrpU7yet3rexecsepWOzs24rZI5U7qdlDz83M3+ccho2MiKPHKbtxU04boYj+9hq/eIbnXvK3icg8rsPsmu1emS63q5ptrpXt+n0bl/UQzJtisea3lUnMnsQ218yu/G18Nl1evVgr+5yIeD6wZkRsFRGHUIbP6kxE7B0R3wAWR8SSgdvxzDDcY0d6bzdUX7+rtLlytuu3y3qo5k2xSN1vK5OYPYltrplds82zGZtzRCPiyObuL4EHUi6w+RxwHfC6YWbN4ETKGK7nNz+nbm8EntRlcOV2Q4X1u2aba2W7frusu8od+auhI2JvyigHOwM/GnhpfeDWzHy82fM/d1Kza7Z5rrq+erHP7Ig4F3gC8C3gsdNfz8y+9oD0qla7K2/T1ZZ1xfnt+u2y7iR3PnTKfSKlk8mNKd9SplwPnGn22OROanbNNs/VOJ0j+lHKuMxbAsum5SQ9HHKPOmPI1mp3zfW75rKule367bLuJHfk9yxK6lZEvDYzP9D2XETs2tVh8FrZEfGRzPznYX/uHLNrjl9brd21VF7WVbJdv/s37st63hSLlb6tTGz2JLa5ZnblNt/uUG/01Pl4zexaImJZZm4fEWdm5oOb58a9zdXWb/VrEtfvSTAfDkNP+RAzfFsxe+xyJzW799yB88kWT+vEdX06vnqxZvYIGOVxe7tSc5tWvyZx/R5782oBZhnrcM3MvCUzDwd2M3v8cic1u0JutasXK2fXtg/lb+9+wA3AZkCVsc77VHObVq8mcv0ed/Npz2LNbyuTmD2Jba6Z3XtuZl4MXAw8ssucUcuuLTMvjjKW670y86Da09MT9zZNiAldv8fefNpYa35bmcTsSWxzzexqbY6InSJiaUT8MSL+GhG3RMR1455dS4z2uL1dcW/ThJjQ9XvszZsLXACabyuLMvMCs8c3d1KzK+bWvHqxWnYtEXEK8DjghKmT/iPirMx8UN0p61bNbVr9mdT1e9zNmz2LNb+tTGL2JLa5Znbtb+OTeI5oRaM6PnNnaq/f6tXErd+TYN4Ui8CBwA7AHwAy83Rgsdljlzup2bVyYdr5ZBHxeiqdI9pzdi01x6+t5UDqrd/q1ySu32NvPv1RrvltZRKzJ7HNNbNrtnkSzxHtXdQfn7km9zaNuQlfv8fefLoaeoVvK8Br6O/byiRmT2Kba2ZXa3PNqxcn7MrJh0fEvYHnUcZyHRz+7i7AjVWmqh81t2n1Y5LX77E38nsWa35bmcTsSWxzzexR+DY+ieeIVjI1luv9KWO5Tt1OYcWxXcfGKKzf6s3Erd+TZOSvho6Ic4EnAN+ifFtZQWZ2NtrDJGZPYptrZtds88A0VLt6cRKvnIwJGp95FNZv9WuS1u9JMh8OQ099W9mSFb+dBOWcly3NHovcSc2u2eYpN2XmtREx+Fyv54hWyq5iwv6RjsL6rR5N2Po9MUZ+z+KUmt9WJjF7EttcM7tymz9B+Ye+P+XiktcAa2XmK8c5W/1xb5M0v82bYlHScEXEkZm5T0T8G7AusCtlj8+xwDsys7MT0mtmS5LuGItFaUJN4jmikqQ7bj6csyipG5N4jqgk6Q5yz6I04SbxHFFJ0txZLEqSJKnVyHfKLUmSpHosFiVJktTKYlGSJEmtLBYlSZLUymJRkiRJrf4/z0lHpqGOdLIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT SHAP FEATURE IMPORTANCES ###\n",
    "\n",
    "cm = plt.cm.get_cmap('rainbow')\n",
    "colors_cm = [cm(s_imp) for s_imp in shap_importances.sort_values()]\n",
    "\n",
    "shap_importances.sort_values().plot.bar(figsize=(11,6), color=colors_cm, title='SHAP Feature Importances')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8f663f40",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-21T09:31:04.831315Z",
     "iopub.status.busy": "2022-04-21T09:31:04.830218Z",
     "iopub.status.idle": "2022-04-21T09:31:08.399258Z",
     "shell.execute_reply": "2022-04-21T09:31:08.399802Z",
     "shell.execute_reply.started": "2022-04-21T07:58:22.562983Z"
    },
    "papermill": {
     "duration": 3.638948,
     "end_time": "2022-04-21T09:31:08.399985",
     "exception": false,
     "start_time": "2022-04-21T09:31:04.761037",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1512x360 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1512x360 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1512x360 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1512x360 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1512x360 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT SHAP DISTRIBUTIONS vs REAL DATA DISTRIBUTIONS ###\n",
    "\n",
    "cm = plt.cm.get_cmap('rainbow')\n",
    "colors_cm = [cm(s_imp) for s_imp in shap_importances]\n",
    "\n",
    "for i,(c_shap,c) in enumerate(zip(X_val_shap, X_val)):\n",
    "    if i%4 == 0:\n",
    "        fig = plt.figure(figsize=(21,5))\n",
    "    ax = plt.subplot(1,4,(i%4)+1)\n",
    "    ax.scatter(X_val[c], X_val_shap[c_shap], color=colors_cm[i])\n",
    "    plt.xlabel(c); plt.ylabel(c_shap)\n",
    "    cb = fig.colorbar(plt.cm.ScalarMappable(\n",
    "        plt.cm.colors.Normalize(shap_importances.min(),shap_importances.max()), \n",
    "        cmap='rainbow'\n",
    "    ), ax=ax, cmap='rainbow')\n",
    "    if i%4 == 3:\n",
    "        plt.show()\n",
    "    else:\n",
    "        cb.remove()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e822100e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-21T09:31:08.582780Z",
     "iopub.status.busy": "2022-04-21T09:31:08.581712Z",
     "iopub.status.idle": "2022-04-21T09:31:09.059098Z",
     "shell.execute_reply": "2022-04-21T09:31:09.058597Z",
     "shell.execute_reply.started": "2022-04-21T07:46:31.143378Z"
    },
    "papermill": {
     "duration": 0.583012,
     "end_time": "2022-04-21T09:31:09.059256",
     "exception": false,
     "start_time": "2022-04-21T09:31:08.476244",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT TEST DRIFT RESULTS ###\n",
    "\n",
    "fig,ax = plt.subplots(figsize=(12,6))\n",
    "ax,props = scores_shap.plot.box(\n",
    "    rot=90, medianprops=dict(linestyle='-', linewidth=1.3, c='black'),\n",
    "    ax=ax, patch_artist=True, return_type='both'\n",
    ")\n",
    "for patch, color in zip(props['boxes'], colors_cm):\n",
    "    patch.set_facecolor(color)\n",
    "fig.colorbar(plt.cm.ScalarMappable(\n",
    "    plt.cm.colors.Normalize(shap_importances.min(),shap_importances.max()), \n",
    "    cmap='rainbow'\n",
    "), ax=ax, cmap='rainbow')\n",
    "plt.ylim([-0.05,1.05]); plt.ylabel('KS statistic')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 1062.694401,
   "end_time": "2022-04-21T09:31:10.150442",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2022-04-21T09:13:27.456041",
   "version": "2.3.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
